Cloudflare releases open-source decision models Clef and Clef-flash on Workers AI and introduces a reinforcement‑learning fine‑tuning platform for customizing them.
About Cloudflare · Hugging Face · Clef · Clef-flash · Qwen · Workers AI Filed #ai-agents #automation #developer-tools #open-source Related 9 theses on AI | Sarthak Munshi AI progress is constrained by long-task reliability, labor reallocation, cost inefficiencies of general APIs, the declining value of raw coding skills, inadequate benchmark testing, the limits of formal verification without strong specs, memory-bound local hardware advantages, the shift from data to environment-driven training, and the rising competitiveness of US open-weight models.
also on Qwen , Hugging Face , #automation , #open-source , #developer-tools 
Introducing Clef: our open-source decision models, and new RL fine-tuning platform